Deepfake detection: A systematic literature review
Over the last few decades, rapid progress in AI, machine learning, and deep learning has
resulted in new techniques and various tools for manipulating multimedia. Though the …
resulted in new techniques and various tools for manipulating multimedia. Though the …
A review of modern audio deepfake detection methods: challenges and future directions
Z Almutairi, H Elgibreen - Algorithms, 2022 - mdpi.com
A number of AI-generated tools are used today to clone human voices, leading to a new
technology known as Audio Deepfakes (ADs). Despite being introduced to enhance human …
technology known as Audio Deepfakes (ADs). Despite being introduced to enhance human …
End-to-end reconstruction-classification learning for face forgery detection
Existing face forgery detectors mainly focus on specific forgery patterns like noise
characteristics, local textures, or frequency statistics for forgery detection. This causes …
characteristics, local textures, or frequency statistics for forgery detection. This causes …
Deep learning for deepfakes creation and detection: A survey
Deep learning has been successfully applied to solve various complex problems ranging
from big data analytics to computer vision and human-level control. Deep learning advances …
from big data analytics to computer vision and human-level control. Deep learning advances …
Deepfake detection by human crowds, machines, and machine-informed crowds
The recent emergence of machine-manipulated media raises an important societal question:
How can we know whether a video that we watch is real or fake? In two online studies with …
How can we know whether a video that we watch is real or fake? In two online studies with …
TweepFake: About detecting deepfake tweets
The recent advances in language modeling significantly improved the generative
capabilities of deep neural models: in 2019 OpenAI released GPT-2, a pre-trained language …
capabilities of deep neural models: in 2019 OpenAI released GPT-2, a pre-trained language …
Detecting compressed deepfake videos in social networks using frame-temporality two-stream convolutional network
The development of technologies that can generate Deepfake videos is expanding rapidly.
These videos are easily synthesized without leaving obvious traces of manipulation. Though …
These videos are easily synthesized without leaving obvious traces of manipulation. Though …
Anti-forensics for face swapping videos via adversarial training
Generating falsified faces by artificial intelligence, widely known as DeepFake, has attracted
attention worldwide since 2017. Given the potential threat brought by this novel technique …
attention worldwide since 2017. Given the potential threat brought by this novel technique …
Countering malicious deepfakes: Survey, battleground, and horizon
The creation or manipulation of facial appearance through deep generative approaches,
known as DeepFake, have achieved significant progress and promoted a wide range of …
known as DeepFake, have achieved significant progress and promoted a wide range of …
Cybersecurity in the AI-Based metaverse: A survey
The Metaverse is a multi-user virtual world that combines physical reality with digital virtual
reality. The three basic technologies for building the Metaverse are immersive technologies …
reality. The three basic technologies for building the Metaverse are immersive technologies …